| Presentation | 2022-10-07 Towards Estimating Impressions on Images by Grouping Personalities Sharing Similar Sensibilities Banri Kojima, Takahiro Komamizu, Kawanishi Yasutomo, Keisuke Doman, Ichiro Ide, Mitsuru Nakazawa, Yeongnam Chae, Bj?rn Stenger, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this report, we study a method for estimating impressions that people receive from images. Impressions received from images differ from person to person, but there seems to be a certain stereotype regarding the tendency of these impressions. In this study, we focus on the attributes of people and investigate a method to improve the performance of impression estimation for images grouping attributes that are significantly related to the way impressions are received in a data-driven manner. However, it is not easy to collect a sufficient amount of data because attributes of people have large variety and their combinations are enormous. To solve this problem, a group of people with similar sensitivities are extracted by image clustering and person attribute clustering on the collected data, and then use an estimation model to realize impression estimation with a limited amount of data. Experimental results on a dataset of 4,000 carpet images annotated by 24 impression words indicate that attribute clustering is effective in improving the estimation accuracy. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Impression estimation / Clustering / Personal attributes |
| Paper # | MVE2022-28 |
| Date of Issue | 2022-09-29 (MVE) |
| Conference Information | |
| Committee | MVE / VRSJ-SIG-MR / IPSJ-EC / HI-SIG-DeMO / VRSJ-SIG-CS |
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| Conference Date | 2022/10/6(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kiyoshi Kiyokawa(NAIST) |
| Vice Chair | Sumaru Niida(KDDI Research) |
| Secretary | Sumaru Niida(NAIST) / (DNP) / (Univ. of ToKyo) / (NTT) |
| Assistant | Hidehiko Shishido(Univ. of Tsukuba) / Atsushi Nakazawa(Kyoto Univ.) / Naoya Tojo(KDDI Research) / Naoki Hagiyama(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Media Experience and Virtual Environment / SIG-MR / Special Interest Group on Entertainment Computing / Special Interest Group on De-vice Media Oriented UI / SIG-CS |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Towards Estimating Impressions on Images by Grouping Personalities Sharing Similar Sensibilities |
| Sub Title (in English) | |
| Keyword(1) | Impression estimation |
| Keyword(2) | Clustering |
| Keyword(3) | Personal attributes |
| 1st Author's Name | Banri Kojima |
| 1st Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 2nd Author's Name | Takahiro Komamizu |
| 2nd Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 3rd Author's Name | Kawanishi Yasutomo |
| 3rd Author's Affiliation | Institute of Physical and Chemical Research(RIKEN) |
| 4th Author's Name | Keisuke Doman |
| 4th Author's Affiliation | Chukyo University(Chukyo Univ.) |
| 5th Author's Name | Ichiro Ide |
| 5th Author's Affiliation | Nagoya University(Nagoya Univ.) |
| 6th Author's Name | Mitsuru Nakazawa |
| 6th Author's Affiliation | Rakuten Group, Inc.(Rakuten) |
| 7th Author's Name | Yeongnam Chae |
| 7th Author's Affiliation | Rakuten Group, Inc.(Rakuten) |
| 8th Author's Name | Bj?rn Stenger |
| 8th Author's Affiliation | Rakuten Group, Inc.(Rakuten) |
| Date | 2022-10-07 |
| Paper # | MVE2022-28 |
| Volume (vol) | vol.122 |
| Number (no) | MVE-200 |
| Page | pp.pp.57-62(MVE), |
| #Pages | 6 |
| Date of Issue | 2022-09-29 (MVE) |